AI Visibility Scorecard
Working thoughts ππ§βπ»
lukasz.dev Β· Media & Entertainment
At 2.03/10, Working thoughts ππ§βπ» is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
Top 50% in Media & Entertainment for AI visibility
<1
AI Naming Predictability
iRarely named Β· <1/100
Media & Entertainment average 17
See what's behind this score β2.03
AEO Visibility
iNear-invisible Β· 2.03/10
Media & Entertainment average 1.4
See what's behind this score β-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score β35
Muse Index Score
iAI agent readiness
Agent-ready Β· 35/100
Media & Entertainment average 15
See what's behind this score β0
About Working thoughts ππ§βπ»
from our crawl and measurement
Working thoughts ππ§βπ» is one of the businesses we track in the Media & Entertainment space. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.03 out of 10.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a few credibility markers.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
- Company Β·
- Working thoughts ππ§βπ»
- Website Β·
- lukasz.dev
- Industry Β·
- Media & Entertainment
- Site status Β·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored Β·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong Β· Good Β· Fair Β· Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.03/10, Working thoughts ππ§βπ» is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Java Frameworks in 2020 ?
Java/JVM ecosystem is extremely mature and vast. It comes with a palette of production-ready choices for libraries solving problems that we face developing all kinds of services: be it from logging/metrics to async messaging or access to all the major sql and nosql data stores.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lukasz-dev
Cite this score: Engagemii (2026). "AEO Score for Working thoughts ππ§βπ»." Retrieved from https://engagemii.com/aeo/brands/lukasz-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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